Which integrations are available for this server?

Provides tools for interacting with Git repositories, including status, diff, commit, and log operations. Provides tools for running Gradle builds, tests, lint, and managing dependencies in Android projects. Allows querying a local Ollama model to suggest the next tool to call based on the current goal and context. Provides tools for running pytest tests and retrieving structured pass/fail results.

How do I use ollamadev-mcp-server?

1. Click on "Install Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@ollamadev-mcp-server List all Kotlin files in the workspace" 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.

ollamadev-mcp-server

by asshat1981ar

Overview Schema Related Servers Score Discussions

Python

Local

ollamadev-mcp-server

Companion MCP server for the OllamaDev Android app, written with the MCP Python SDK v2 beta.

It exposes a comprehensive toolbox of 36 tools that OllamaDev agents can invoke via MCP_CALL: directives during every SDLC sprint phase. It also includes an agentic self-prompt tool (suggest_next_action) that asks a local Ollama model which tool to call next.

Server layout

ollamadev-mcp-server/
├── pyproject.toml
├── README.md
├── server.py                       # thin bootstrap
└── ollamadev_mcp_server/
    ├── constants.py
    └── tools/
        ├── filesystem.py           # list/read/write/delete/move files
        ├── code.py                 # search, outline, find symbol, todos
        ├── build.py                # gradle tests, lint, build, test parsing
        ├── sprint.py               # phase artifacts, backlog tasks, outcome eval
        ├── memory.py               # agent key/value memory
        ├── meta.py                 # describe_tools, suggest_next_action, ping
        ├── patch.py                # apply_file_patch
        ├── git_tools.py            # git status/diff/commit/log
        ├── dependencies.py         # add_gradle_dependency
        └── observability.py        # get_task_transcript

Related MCP server: Ollama MCP Server

Requirements

Python ≥ 3.11
uv (recommended) or pip
Optional: a local Ollama instance for the suggest_next_action tool (OLLAMA_URL)

Run

# with uv
uv sync
uv run serve

# with pip in a venv
python3 -m venv .venv
.venv/bin/pip install -r pyproject.toml
.venv/bin/python3 server.py

Server starts on http://0.0.0.0:5000/mcp.

Override workspace path: WORKSPACE_ROOT=/path/to/OllamaDev uv run serve Override Ollama URL: OLLAMA_URL=http://localhost:11434 uv run serve

Connect from OllamaDev

Open OllamaDev → MCP Servers tab → Add Server
Name: OllamaDev Tools
Type: Filesystem
URL: http://<your-machine-ip>:5000/mcp
Tap Connect — status turns Connected, toolsCount = 36

Tool catalog

Filesystem

Tool	Description	Phase
`list_workspace_files(root="")`	List relative file paths under the workspace	DISCOVERY
`read_workspace_file(path)`	Read a file by relative path	all
`write_workspace_file(path, content)`	Write/overwrite a file	IMPLEMENTATION
`delete_workspace_file(path)`	Destructive: delete a file	IMPLEMENTATION
`move_workspace_file(src, dst)`	Move/rename a file	IMPLEMENTATION

Code intelligence

Tool	Description	Phase
`search_workspace(pattern, file_glob="*.kt")`	Grep across source files	DISCOVERY / VERIFICATION
`get_file_outline(path)`	Extract Kotlin signatures with line numbers	DESIGN
`find_symbol(name, symbol_type="any")`	Find a class/function/property declaration	DESIGN / INTEGRATION
`get_todos(file_glob="*.kt")`	Extract `TODO` / `FIXME` / `HACK` / `XXX` markers	INTEGRATION / RETROSPECTIVE

Surgical edits & dependencies

Tool	Description	Phase
`apply_file_patch(path, patch)`	Apply a unified diff patch to an existing file	IMPLEMENTATION
`add_gradle_dependency(alias, group, name, version)`	Add a dependency to `libs.versions.toml` + module	IMPLEMENTATION

Build & verification

Tool	Description	Phase
`run_gradle_tests(module="app", test_filter="")`	Run unit tests and return output	VERIFICATION
`run_gradle_build(module="app", variant="Debug")`	Compile-only build (`assembleDebug`)	VERIFICATION
`parse_test_results(gradle_output)`	Parse raw Gradle output into structured JSON	VERIFICATION
`run_lint(module="app")`	Run Android Lint	VERIFICATION
`run_ktlint_detekt(command="ktlint")`	Run ktlint/detekt if installed	VERIFICATION
`get_build_config()`	Read `libs.versions.toml` and Gradle build files	INTEGRATION

Execution sandbox

Tool	Description	Phase
`run_pytest(path="", test_filter="")`	Run pytest in the workspace and return structured pass/fail	VERIFICATION
`run_gradle_test_command(test_filter="")`	Run `./gradlew :app:testDebugUnitTest` and return structured pass/fail	VERIFICATION
`run_shell_command(command)`	Destructive: run arbitrary shell command in workspace root	VERIFICATION
`get_sandbox_status()`	Report pytest/gradlew availability and workspace root	VERIFICATION / META

Sprint workflow

Tool	Description	Phase
`create_sprint_task(title, description, tier, priority)`	Append a task to `agent-os/backlog.md`	RETROSPECTIVE
`list_phase_artifacts(cycle_id)`	List `sprint-{id}-*.md` artifacts	RETROSPECTIVE
`read_phase_artifact(cycle_id, phase)`	Read a specific phase artifact	RETROSPECTIVE
`update_phase_artifact(cycle_id, phase, content)`	Overwrite a phase artifact	RETROSPECTIVE
`evaluate_sprint_outcome(cycle_id, phase, goal)`	Compare artifact to goal, return structured critique	RETROSPECTIVE

Memory

Tool	Description	Phase
`store_memory(key, value)`	Persist a fact to `store/agent_memory.json`	RETROSPECTIVE
`recall_memory(key)`	Retrieve a stored fact	RETROSPECTIVE
`list_memories()`	List all memory keys	RETROSPECTIVE
`clear_memory(key)`	Delete one memory entry	RETROSPECTIVE

Git

Tool	Description	Phase
`git_status_diff(path="", staged=False)`	Show `git status --short` + unified diff	INTEGRATION / RETROSPECTIVE
`git_commit_checkpoint(message, author_name, author_email)`	Stage all changes and commit	RETROSPECTIVE / INTEGRATION
`git_log(limit=10)`	Recent commit log	RETROSPECTIVE / INTEGRATION

Observability

Tool	Description	Phase
`get_task_transcript(task_id, format="markdown")`	Read an exported task transcript	OBSERVABILITY

Meta / agentic

Tool	Description
`ping()`	Server version and uptime
`describe_tools(category="all")`	Return a markdown catalog of tools
`suggest_next_action(goal, phase, context, model)`	Ask Ollama which tool to call next

Agentic self-prompt (`suggest_next_action`)

If you run a local Ollama instance, agents can ask it to choose the next tool:

MCP_CALL: suggest_next_action | {
  "goal": "Add a Room migration for sprint tables",
  "phase": "IMPLEMENTATION",
  "context": "SprintCycle and SprintArtifact entities already exist in Entities.kt",
  "model": "llama3"
}

Response shape:

{
  "tool_name": "search_workspace",
  "arguments": {"pattern": "@Database", "file_glob": "*.kt"},
  "reasoning": "Need to find the AppDatabase declaration before adding the migration.",
  "confidence": 0.92
}

If Ollama is not reachable, the tool returns a graceful JSON failure with tool_name: null and confidence: 0.

Per-phase example directives

DISCOVERY

MCP_CALL: list_workspace_files | {"root": "app/src/main/java/com/example/data"}
MCP_CALL: search_workspace | {"pattern": "class.*Dao", "context_lines": 0}

DESIGN

MCP_CALL: get_file_outline | {"path": "app/src/main/java/com/example/data/Entities.kt"}
MCP_CALL: find_symbol | {"name": "AppDatabase", "symbol_type": "class"}

IMPLEMENTATION

MCP_CALL: apply_file_patch | {"path": "app/src/main/java/com/example/data/Foo.kt", "patch": "--- a/...\n+++ b/...\n@@ ...\n"}
MCP_CALL: add_gradle_dependency | {"alias": "retrofit", "group": "com.squareup.retrofit2", "name": "retrofit", "version": "2.11.0"}
MCP_CALL: write_workspace_file | {"path": "app/src/main/java/com/example/data/NewRepo.kt", "content": "package..."}
MCP_CALL: move_workspace_file | {"src": "Old.kt", "dst": "New.kt"}

VERIFICATION

MCP_CALL: run_gradle_build | {"module": "app", "variant": "Debug"}
MCP_CALL: run_gradle_tests | {"module": "app", "test_filter": "com.example.SprintOrchestratorTest"}
MCP_CALL: parse_test_results | {"gradle_output": "..."}
MCP_CALL: run_lint | {"module": "app"}
MCP_CALL: search_workspace | {"pattern": "TODO|FIXME"}

INTEGRATION

MCP_CALL: git_status_diff | {}
MCP_CALL: get_build_config | {}
MCP_CALL: get_todos | {}
MCP_CALL: find_symbol | {"name": "SprintPhase", "symbol_type": "class"}

RETROSPECTIVE

MCP_CALL: evaluate_sprint_outcome | {"cycle_id": 1, "phase": "verification"}
MCP_CALL: git_commit_checkpoint | {"message": "Sprint 1 checkpoint"}
MCP_CALL: create_sprint_task | {"title": "Wire SprintOrchestrator into UI", "description": "...", "tier": "4", "priority": "high"}
MCP_CALL: update_phase_artifact | {"cycle_id": 1, "phase": "retrospective", "content": "..."}
MCP_CALL: store_memory | {"key": "lesson-learned", "value": "..."}

Risk gating

delete_workspace_file and run_shell_command are annotated with destructiveHint=true so OllamaDev's isRiskyMcpCallReason() gate triggers a user approval before destructive calls execute. The gate now records an MCP_CALL_GATED TaskStep before showing the approval dialog and surfaces the matched reason (annotation-based destructiveHint=true or the matched keyword) in PendingApproval.detail, rendered in the dialog as Reason: ${approval.detail}. git_commit_checkpoint also contains "commit" which may be flagged as a keyword match depending on the app's keyword list; the tool is additive and safe. All other tools are read-only or additive.

Verify manually

# 1. Handshake
curl -s -X POST http://localhost:5000/mcp \
  -H 'Content-Type: application/json' \
  -H 'MCP-Protocol-Version: 2025-06-18' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-06-18","capabilities":{},"clientInfo":{"name":"test","version":"1.0"}}}'

# 2. List all 36 tools
curl -s -X POST http://localhost:5000/mcp \
  -H 'Content-Type: application/json' \
  -H 'MCP-Protocol-Version: 2025-06-18' \
  -H 'Mcp-Session-Id: <session-id>' \
  -d '{"jsonrpc":"2.0","id":2,"method":"tools/list","params":{}}'

# 3. Call a tool
curl -s -X POST http://localhost:5000/mcp \
  -H 'Content-Type: application/json' \
  -H 'MCP-Protocol-Version: 2025-06-18' \
  -H 'Mcp-Session-Id: <session-id>' \
  -d '{"jsonrpc":"2.0","id":3,"method":"tools/call","params":{"name":"ping","arguments":{}}}'

MCP Python SDK v2 — key changes from v1

v1	v2
`from mcp import FastMCP`	`from mcp.server import MCPServer`
`app = FastMCP("name")`	`mcp = MCPServer("name")`
Transport in constructor	`mcp.run(transport="streamable-http", host=..., port=...)`
`isError`, `inputSchema` (camelCase)	`is_error`, `input_schema` (snake_case)
Sync tools block event loop	Sync tools run on worker threads automatically
Server callbacks for missing args	`Elicit` / `InputRequiredResult` pattern
Manual JSON Schema	Type hints auto-converted to JSON Schema
Add `mcp>=1.27,<2` to your deps	Pin exact: `mcp[cli]==2.0.0rc1` for pre-release

Full article: https://pydantic.dev/articles/mcp-python-sdk-v2-beta
Migration guide: https://py.sdk.modelcontextprotocol.io/v2/migration/

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ollamadev-mcp-server

Server layout

Requirements

Run

Connect from OllamaDev

Tool catalog

Filesystem

Code intelligence

Surgical edits & dependencies

Build & verification

Execution sandbox

Sprint workflow

Memory

Git

Observability

Meta / agentic

Agentic self-prompt (suggest_next_action)

Per-phase example directives

DISCOVERY

DESIGN

IMPLEMENTATION

VERIFICATION

INTEGRATION

RETROSPECTIVE

Risk gating

Verify manually

MCP Python SDK v2 — key changes from v1

Resources

Looking for Admin?

Latest Blog Posts

MCP directory API

Agentic self-prompt (`suggest_next_action`)