Chaos-MCP
Chaos-MCP is an MCP server that runs on-demand, sandbox-isolated mutation testing on source files to identify gaps in unit test coverage.
Core Tools
audit_code_resilience— Mutation test a single file to find surviving mutants (untested logic) and no-coverage mutants. Returns enriched survivors with severity, explanation, test-writing hints, and source context.triage_test_coverage— Batch-audit multiple files/directories and get a weakest-first ranked leaderboard of mutation scores. Optionally inline top survivors per file.estimate_audit— Cheap pre-flight estimate of mutant count and optional timing without running a full mutation cycle.
Language Support
TypeScript/JavaScript (StrykerJS), Python (cosmic-ray), Rust (cargo-mutants), PHP (Infection)
Key Capabilities
Sandbox isolation — All runs execute in temporary directories; your real workspace is never modified.
Verify loop — Use
runIdorbaselineto re-test previously surviving mutants after fixing tests.Git-diff scoping — Use
diffBaseto limit testing to only lines/files changed in a branch or commit (PR context).Gate mode — Pass
minScorefor a machine-readablegate.passedfield to drive CI pass/fail decisions.Equivalent mutant suppression — Mark unkillable mutants as equivalent to exclude them from scores and future output.
Survivor filtering — Cap results with
maxSurvivorsand filter byseverityFloor.Concurrency control — Configure parallel mutation workers and parallel file auditing.
Progress notifications & cancellation — Emits MCP progress events; in-flight runs can be cleanly aborted.
Incremental runs & dry-run mode — Reuse prior results to speed up repeat audits; validate test suite before mutation (StrykerJS only).
MCP resources — Exposes
chaos://languages,chaos://config-schema, andchaos://capabilitiesas static readable resources.MCP prompts — Provides
harden_fileandtriage_changesprompts to guide agents through the audit → fix → verify workflow.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Chaos-MCPaudit src/utils.ts for test resilience"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Chaos-MCP
On-demand micro-mutation sandbox for AI test verification — maps holes in unit tests by running isolated mutation testing via the Model Context Protocol.
Pre-release / in active development. Chaos-MCP is not yet published to npm. The source is public on GitHub — install from source (see Installation). Any
npm install -g/npxcommands in this README describe the planned published experience and do not work yet.
Chaos-MCP is an MCP (Model Context Protocol) server that exposes three tools — audit_code_resilience (audit a single file), triage_test_coverage (rank a whole tree weakest-first), and estimate_audit (cheap pre-flight mutant count / timing estimate) — which run isolated mutation testing against your source to find weaknesses in the local test suite. It intentionally injects logical faults (like changing > to >=) and checks whether your tests catch them. Surviving mutants indicate test coverage holes.
Features
4 Languages Supported — TypeScript/JavaScript (StrykerJS), Python (cosmic-ray), Rust (cargo-mutants), PHP (Infection)
Sandbox Isolation — all mutation runs execute in temporary directories; your real workspace is never touched
Auto-Detection — automatically detects project type, test runner, and workspace root
Async Subprocesses — all mutation-tool execution uses async
execFile/exec(subprocess runs never block the event loop; the one-time sandbox copy is synchronous)Rich Tool Schema — supports line scoping, mutator denylists, concurrency control, dry-run mode, incremental runs, and output format selection
Pre-flight Estimation —
estimate_auditgives a fast mutant count (exact for Rust, approximate for others) and optional timing estimate before you commit to a full runGate Mode — pass
minScoretoaudit_code_resilienceortriage_test_coverageto get a machine-readable pass/fail field for CI pipelinesCross-Platform — works on macOS, Linux, and Windows (with junction fallback for symlinks)
Related MCP server: Veris
Installation
While in development, the only supported install path is from source — clone the repo, build, and register the built entrypoint with your MCP client.
git clone https://github.com/AraneaDev/Chaos-MCP.git
cd Chaos-MCP
npm install
npm run build # compiles to build/index.jsRegister it with an MCP client (Claude Code example):
claude mcp add chaos-mcp -- node /absolute/path/to/ChaosMCP/build/index.jsPlanned (not available yet): once published, install will be
npm install -g chaos-mcpor run on demand vianpx chaos-mcp. These do not work until the package ships to npm.
Prerequisites — language mutation tools
Chaos-MCP does not bundle the per-language mutation engines or install them for you; it shells out to whichever tool matches the file you audit. Install only the one(s) for the languages you intend to audit. If a tool is missing, the audit returns a clear error naming the exact install command — it never fails silently.
Language | Engine | Install |
TypeScript / JavaScript |
| |
Python |
| |
Rust |
| |
PHP |
|
Notes:
The tool itself must be on
PATH(or, for StrykerJS, resolvable from the target project'snode_modules), and the language toolchain it builds on must already be present — Node.js for StrykerJS, a Python interpreter for cosmic-ray, a Rust/Cargo toolchain for cargo-mutants, and PHP + Composer with a coverage driver (Xdebug or PCOV) for Infection.Python / cosmic-ray: on modern distros a bare
pip install cosmic-rayis blocked by PEP 668 ("externally-managed-environment"); usepipx install cosmic-ray(isolated) or install inside an activated virtualenv. Chaos-MCP generates cosmic-ray'sconfig.tomlfor you (scoped to the target file) and runsbaseline → init → exec → dumpin the sandbox — no per-project config needed. cosmic-ray runs its full operator set (no per-file line-scoping), so auditing a large file is slow. Twocosmicrayconfig knobs keep big audits tractable:testSelectionscopes the per-mutant test run (e.g.["tests/unit/test_x.py"]or["-m","unit"]), andexcludeOperators(regexes, applied viacr-filter-operators) bounds the mutant count by skipping whole operator families — e.g.["core/NumberReplacer", "core/ReplaceBinaryOperator.*"]drops ~half the mutants on an arithmetic-heavy file. Excluded mutants are omitted from the score (a scoped audit).These engines run inside the sandbox against a copy of your workspace; Chaos-MCP never installs or modifies anything in your real project.
Quick Start
1. Start the Server
Normally your MCP client launches the server for you (see Installation). To run it directly from a source checkout:
# From the repo root, after `npm run build`
npm start # → node build/index.js
node build/index.js --verbose # diagnostic logging to stderr
node build/index.js --config ./chaos-mcp.config.json2. Call the Tool from Your MCP Client
The primary tool is audit_code_resilience (the batch tool triage_test_coverage is documented below; the lightweight pre-flight tool estimate_audit is documented below).
Minimal example:
{
"filePath": "src/utils/math.ts"
}Full example with all options:
{
"filePath": "src/utils/math.ts",
"timeoutMs": 120000,
"lineScope": { "start": 10, "end": 80 },
"mutatorDenylist": ["StringLiteral"],
"concurrency": 4,
"incremental": true,
"ignorePatterns": ["fixtures/", "snapshots/"],
"outputFormat": "text",
"enrich": false,
"maxSurvivors": 20,
"severityFloor": "medium"
}Get enriched, severity-ranked guidance on survivors (on by default):
Enrichment is enabled by default. Each surviving / no-coverage line is augmented with four fields: a severity rating (high, medium, or low) based on the mutator's semantics (e.g. boundary operators and logical operators rank high), a why explanation of why the gap is dangerous, a hint describing the kind of test that would kill it, and a context snippet of the surrounding source lines. Survivors are re-ranked severity-first so the most critical gaps appear first. To disable enrichment and return the plain unranked output, pass "enrich": false.
TypeScript targets produce the richest output because StrykerJS exposes per-mutant operator detail; Python (cosmic-ray) targets also produce severity-ranked output, mapping the tool's authoritative operator name to a canonical category; targets whose tool can't expose a per-mutant operator fall back to severity: "unknown" with a generic why/hint.
Cap and filter the survivor list:
{
"filePath": "src/utils/math.ts",
"maxSurvivors": 5,
"severityFloor": "high"
}maxSurvivors caps how many survivor (and no-coverage) line groups are returned after severity ranking (default: 10; configurable via defaultMaxSurvivors). Hidden groups are counted in survivorsTruncated / noCoverageTruncated in the output. severityFloor drops groups below the given severity level (requires enrichment, which is on by default); dropped groups are counted in survivorsFiltered / noCoverageFiltered.
Scope to just your uncommitted changes:
{
"filePath": "src/utils/math.ts",
"diffBase": "HEAD"
}Mutation-tests only the lines you've changed since the last commit.
Verify your new tests killed the previous survivors:
{
"filePath": "src/utils/math.ts",
"baseline": { "survivors": [{ "line": 42, "mutators": { "ConditionalExpression": 1 } }] }
}Re-runs only the baseline lines and reports which previously-uncaught mutants are now killed:
{ "mode": "verify", "baselineTotal": 1, "killedCount": 1,
"nowKilled": [{ "line": 42, "mutator": "ConditionalExpression" }],
"stillSurviving": [], "newSurvivors": [] }3. Interpret the Results
The output is bundled and deduplicated to stay token-efficient: mutants are grouped by line (with a per-line count of each mutator type), survivors (tests ran but didn't catch) and noCoverage (no test reached the mutant) are reported separately at line+mutator granularity, and the explanatory note appears once instead of being repeated for every mutant. Because the split is per-mutator, the same line can appear in both lists (e.g. a live expression that survived next to an unreachable fallback that no test reached). Survivors and no-coverage entries also include a changes sample — a capped, deduped list of original → mutated edits — for TypeScript and Rust targets (best-effort; absent for Python, which doesn't expose per-mutant detail). When diffBase is used, the output may include a scopeNote (a top-level JSON field / a Scope: text line) reporting scoping decisions — e.g. a skipped run when nothing changed, or a whole-file fallback for Python/Rust targets.
JSON output (default — emitted as a single compact line):
{
"target": "src/utils/math.ts",
"mutationScore": "91.67%",
"summary": { "total": 12, "killed": 11, "survived": 1, "worstSeverity": "high" },
"survivors": [
{
"line": 42, "mutators": { "ConditionalExpression": 1 }, "changes": ["a > b → a >= b"],
"severity": "high",
"why": "a branch condition was forced to a constant; a test passed without exercising both arms.",
"hint": "add tests that take BOTH the true and the false branch.",
"context": ["41: if (a > b) {", "42: return a;", "43: }"]
}
],
"noCoverage": [],
"suggestedTestFile": { "path": "src/utils/__tests__/math.test.ts", "exists": false },
"note": "survivors: mutants your tests ran but did not kill. noCoverage: mutants no test reached (per line+mutator, so a line may appear here and in survivors). mutators = type→count. Add or strengthen tests targeting these. changes = sampled original→mutated edits for that line (capped)."
}The tool response also carries a structuredContent field (in addition to the standard text content block) so MCP clients that support it can consume the data directly without parsing JSON from text. The text block is retained for compatibility with clients that read content[0].text.
suggestedTestFile is included when there are survivors or no-coverage entries (i.e. when the mutation score is below 100%), pointing to the conventional test file path for the audited source file (e.g. src/utils/__tests__/math.test.ts for src/utils/math.ts). The exists flag indicates whether the file already exists on disk.
Text output ("outputFormat": "text"):
Chaos-MCP Audit Report: src/utils/math.ts
Mutation score: 91.67% (11/12 killed, 1 survived)
Survivors (line: mutators):
42: ConditionalExpression (a > b → a >= b)
Add or strengthen tests targeting these lines to kill the survivors.Tool Parameters
Parameter | Type | Required | Description |
|
| Yes | Workspace-relative path to the file ( |
|
| No | Max run time in ms (default: 300000 / 5 min) |
|
| No | 1-based line range (StrykerJS only) |
|
| No | Auto-scope mutation to git-changed lines. |
|
| No | Verify mode. Pass back a prior run's |
|
| No | Not supported in StrykerJS v9 — ignored (use |
|
| No | Stryker mutator names to exclude |
|
| No | Parallel mutation workers (StrykerJS only) |
|
| No | Validate test suite only, no mutations (StrykerJS only) |
|
| No | Output format (default: |
|
| No | Reuse previous run results (StrykerJS only) |
|
| No | Substring patterns to exclude from sandbox copy |
|
| No | Annotate each survivor with severity, why-it-matters, a test hint, and source context — and rank severity-first. Default: |
|
| No | Cap on how many survivor (and no-coverage) line groups are returned after severity ranking. Hidden groups counted in |
|
| No | Drop survivor groups below this severity (requires enrichment, on by default). Dropped groups counted in |
|
| No | Verify mode by cached id: re-run against the survivor baseline saved from a prior audit (the |
|
| No | Mark mutants as equivalent (unkillable). Each entry: |
|
| No | Remove previously-suppressed mutants for this file. Each entry: |
|
| No | Gate threshold. When the mutation score is below this value, the output includes |
See CONTRIBUTING.md for development setup and the full parameter semantics.
State & the verify loop
Verify loop via runId
Every successful, non-verify audit_code_resilience call returns a runId (an 8-character id) in its JSON output. Use it to re-verify without copying the full baseline object:
Audit:
{ "filePath": "src/utils/math.ts" }→ response includes"runId": "a1b2c3d4".Fix or add tests.
Verify:
{ "filePath": "src/utils/math.ts", "runId": "a1b2c3d4" }→ reports which previously-surviving mutants are now killed.
runId is mutually exclusive with baseline, diffBase, and lineScope. The baseline cache lives in os.tmpdir()/chaos-mcp-runs/ and is ephemeral (default TTL: 24 h; default max: 200 entries). Passing an unknown or expired runId returns an error.
triage_test_coverage also mints and returns a runId per ranking row, so you can drill into a weak file and immediately verify after fixing its tests.
Suppressing equivalent mutants
Some mutants are equivalent — logically identical to the original under all possible inputs — and cannot be killed by any test. Suppress them so they stop appearing in the output and stop dragging down the score:
{
"filePath": "src/utils/math.ts",
"suppress": [{ "line": 99, "mutator": "StringLiteral", "reason": "guard always true for this type" }]
}Suppressed mutants are:
Persisted to
<workspaceRoot>/.chaos-mcp/suppressions.json(keyed by workspace-relative file path).Auto-excluded from every future
auditandtriagecall for that file — no flag needed.Removed from the score denominator —
mutationScorerises and the output fieldsuppressedCounttells you how many were excluded.Excluded from verify mode — suppressed mutants won't appear as "still surviving".
To undo a wrong suppression:
{
"filePath": "src/utils/math.ts",
"unsuppress": [{ "line": 99, "mutator": "StringLiteral" }]
}.gitignore or commit? Add .chaos-mcp/ to .gitignore if the suppression list is personal, or commit it to share the equivalent-mutant list with the team. Suppression keys are workspace-relative, so the file is portable across machines.
Staleness caveat: entries are keyed by file + line + mutator. Edits that shift line numbers can stale an entry. Each entry records an optional reason and an addedAt timestamp so you can audit and prune the list over time.
Config keys for state
Key | Default | Description |
|
| Path to the suppression file (workspace-relative or absolute) |
|
| Run-cache entry TTL in milliseconds |
|
| Max cached run entries; oldest are evicted when exceeded |
Batch Triage — triage_test_coverage
A second tool ranks where your test suite is weakest across many files in one call.
{ "paths": ["src/utils", "src/index.ts"], "maxFiles": 25 }Directories are recursively expanded to supported source files (test files skipped), audited in bounded parallel (default max(1, min(4, cpus-1)) files at a time; capped at maxFiles; precedence maxFiles arg → defaultMaxFiles config → 25), and ranked weakest-first by mutation score:
{ "mode": "triage",
"summary": { "filesDiscovered": 30, "filesAudited": 25, "filesSkipped": 5, "filesErrored": 0 },
"ranking": [ { "file": "src/a.ts", "mutationScore": "62.50%", "total": 16, "killed": 10, "survived": 5, "noCoverage": 1 } ],
"errors": [],
"note": "Ranked weakest-first by mutation score. Drill into a file with audit_code_resilience for survivor detail." }The tool response carries a structuredContent field (in addition to the text block) so MCP clients can consume the ranked payload directly without parsing JSON. The outputSchema on the tool definition describes the payload shape.
Drill into a weak file with audit_code_resilience for per-mutant survivor detail.
PR-diff scan — diffBase:
Pass diffBase to limit the triage to files changed in a PR or branch. paths becomes optional in this mode:
{ "diffBase": "main" }diffBase alone audits every changed supported source file in the workspace (relative to main via merge-base). Passing both limits the scan to changed files under those paths:
{ "diffBase": "main", "paths": ["src/utils"] }TypeScript files are mutated only on the changed lines; Python and Rust files run whole-file (a per-file scopeNote is included in the ranking row).
Inline survivor detail — survivorsPerFile:
{ "paths": ["src"], "survivorsPerFile": 3 }survivorsPerFile (default 0, scores-only) inlines the top-N severity-ranked, enriched survivor groups into each ranking row so you can triage and inspect in one call. Set it to 0 for the compact leaderboard; raise it when you want to see the worst gaps immediately.
Parallel file auditing — fileConcurrency:
{ "paths": ["src"], "fileConcurrency": 8 }fileConcurrency controls how many files are audited in parallel (default max(1, min(4, cpus-1)); range 1–64). When fileConcurrency > 1 and the file is TypeScript, each StrykerJS run's worker count is automatically capped (floor((cpus-1) / fileConcurrency)) so total CPU use stays near the core count rather than oversubscribing. Other languages run their mutation tool without a worker-count override (they ignore the concurrency cap).
Parameters:
Parameter | Type | Description |
|
| Workspace-relative files/dirs to triage. Optional when |
|
| Cap on files audited (precedence: arg → |
|
| Per-file mutation-run timeout in ms (default: 300000). |
|
| Stryker mutator names to exclude, applied to every TypeScript/JS file. |
|
| Output format (default: |
|
| Auto-scope to git-changed files. |
|
| Inline top-N enriched survivors per ranked file (default |
|
| Files audited in parallel (default |
|
| Gate threshold. Per-row |
Pre-flight Estimate — estimate_audit
Before committing to a full mutation run, use estimate_audit to check how many mutants a file will produce and (optionally) how long the run will take. It never runs the mutation test cycle by default.
{ "filePath": "src/utils/math.ts" }Output:
{
"target": "src/utils/math.ts",
"language": "typescript",
"mutants": 47,
"fidelity": "approx",
"basis": "source heuristic: 23 constructs",
"note": "Approximate mutant count from a source-parse heuristic; the real audit may differ. Run audit_code_resilience for exact results."
}With timing (withTiming: true): runs the test suite once to measure a baseline, then estimates total wall-clock time as mutants × baseline / concurrency. This provisions a sandbox and counts against your machine's resources — use it when you want a time budget before a large audit.
{ "filePath": "src/utils/math.ts", "withTiming": true }Additional output fields when withTiming: true:
{
"baselineMs": 4200,
"estimatedMs": 197400,
"concurrency": 1
}Fidelity
Language | Fidelity | Basis |
Rust |
|
|
TypeScript / JavaScript |
| source-parse heuristic |
Python |
| source-parse heuristic |
For Rust, the estimate is exact because cargo mutants --list enumerates every planned mutant without running tests. For all other languages the count is approximate — a lightweight heuristic over the source AST; the actual audit may differ. Run audit_code_resilience for exact results.
If cargo-mutants is not installed, the Rust path falls back to the heuristic and reports fidelity: "approx" with a note.
Parameters
Parameter | Type | Required | Description |
|
| Yes | Workspace-relative path to the file to estimate. |
|
| No | When |
Use case
Call estimate_audit first when you are unsure whether a file is too large to audit interactively:
estimate_audit { "filePath": "src/big.ts" }→ 300 mutants, approx.Consider scoping with
lineScopeordiffBase, or scheduling the full run with a longertimeoutMs.audit_code_resilience { "filePath": "src/big.ts", "diffBase": "HEAD" }→ audits only your changed lines.
Gate Mode — minScore
Both audit_code_resilience and triage_test_coverage accept a minScore parameter (0–100). When the mutation score falls below the threshold, the result reports the gate as failed. A failing gate is never an error — it is a data field for an agent or CI pipeline to read and act on.
Gate on a single file
{ "filePath": "src/utils/math.ts", "minScore": 80 }If the mutation score is below 80, the output includes:
{ "gate": { "minScore": 80, "passed": false } }If the score meets or exceeds the threshold, gate.passed is true. The field is absent when minScore is not provided.
The gate uses the suppression-adjusted mutation score (i.e. equivalent mutants excluded via suppress are not counted against the denominator).
Gate on a triage run
{ "paths": ["src"], "minScore": 75 }Each ranking row gains a passed field. The top-level output includes:
{
"gate": {
"minScore": 75,
"passed": false,
"failingFiles": ["src/utils/math.ts", "src/parser.ts"]
}
}gate.passed is false if any file's score is below minScore. failingFiles lists the workspace-relative paths that did not pass. Files that errored during triage are reported in errors[] and do not affect the gate.
CI use case
# Fail CI if any audited file scores below 80%
mcp call triage_test_coverage '{"paths":["src"],"minScore":80}' \
| jq -e '.gate.passed'An agent or CI script reads gate.passed and decides whether to block the build, open an issue, or continue. The tool call itself always succeeds (never isError) regardless of the gate outcome.
Configuration
Create a chaos-mcp.config.json in your workspace root for default settings:
{
"defaultTimeoutMs": 300000,
"mutatorDenylist": ["StringLiteral"],
"concurrency": 4,
"defaultMaxFiles": 25,
"defaultMaxSurvivors": 10,
"defaultSeverityFloor": "medium",
"defaultFileConcurrency": 4
}Tool call arguments override config defaults.
Config key | Type | Default | Description |
|
|
| Per-file timeout in ms |
|
|
| Mutator names to exclude globally |
|
|
| Parallel mutation workers |
|
|
| Default triage file cap (integer ≥ 1); overridden by the |
|
|
| Default cap on survivor/no-coverage groups returned by |
|
| — | Default severity floor for survivor reporting; overridden by the |
|
|
| Default parallel file count for |
Enabling prebuildCommand
The prebuildCommand tool argument runs an arbitrary shell command inside the sandbox, which can reach outside it. It is disabled by default. Enable it explicitly with "allowPrebuild": true in chaos-mcp.config.json, or by setting the CHAOS_MCP_ALLOW_PREBUILD=1 environment variable. The auto-detected prebuild for Rust (cargo check) runs without this flag.
Supported Test Runners (Auto-Detected)
Language | Mutation Tool | Detected Runners |
TypeScript/JS | StrykerJS | vitest, jest, mocha, jasmine, bun, node:test |
Python | cosmic-ray | pytest, unittest |
Rust | cargo-mutants | cargo test, cargo-nextest |
PHP | Infection | phpunit |
CLI Flags
chaos-mcp [flags]
--version Print version and exit
--help Show help text and exit
--config Path to a JSON config file
--verbose Enable diagnostic logging to stderrProtocol features
Progress notifications
When an MCP client includes a progressToken in a tool call's _meta field, Chaos-MCP emits notifications/progress events during the run. Clients that omit progressToken receive no notifications — there is zero overhead for clients that do not opt in.
Triage emits one notification per file as it completes:
Field | Value |
| files completed so far |
| total files to audit |
|
|
Audit emits four coarse milestones:
|
|
|
1 | 4 |
|
2 | 4 |
|
3 | 4 |
|
4 | 4 |
|
Estimate does not emit progress notifications.
Cancellation
Cancelling an in-flight MCP request aborts the run cleanly:
The abort signal propagates through the tool handler into
RunOptions.signaland from there into the mutation engine subprocess, terminating it.The sandbox is always cleaned up even if cancellation occurs mid-run.
The cancelled call returns
"Operation cancelled."as a tool error rather than throwing.
All three tools (audit_code_resilience, triage_test_coverage, estimate_audit) respect cancellation.
Resources
The server exposes three static resources, discoverable via resources/list and readable via resources/read:
URI | MIME type | Contents |
|
| Per-language entry: engine name, |
|
| Every |
|
| All three tools (args summary) and the triage → audit → verify workflow loop. |
Prompts
The server exposes two prompts, discoverable via prompts/list and retrieved via prompts/get:
Prompt | Required argument | Purpose |
|
| Returns a |
|
| Returns a |
Development
npm run check # Full CI pipeline: build + lint + format + test
npm run test:watch # Watch mode for iterative development
npm run test:coverage # Tests with coverage reportThe suite runs on every push/PR to main via CI (Node 22/24). v8 line/statement coverage of src/ sits at ~99%, and the source is additionally hardened by running Chaos-MCP against its own code — so the suite is graded by mutation score, not just line coverage.
See CONTRIBUTING.md for detailed development setup and contribution guidelines.
License
MIT — See LICENSE for details.
Links
Maintenance
Resources
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