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Testing, benchmarking and auditing autonomous AI agents — methods, harnesses, evidence

Ownership verified
Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
citarium/agentreliability-mcp
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0
Server Listing
Agent Reliability MCP server
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Claude
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TDQS

A4.5/5.0

Scored across 9 tools

Disambiguation5/5

Each tool has a clearly distinct retrieval purpose: answer for direct QA, search for raw candidate retrieval, get_entity for single-object lookup, compare for multi-object comparison, get_related for graph traversal, get_topic for tag browsing, get_latest for freshness, get_overview for corpus stats, and get_sources for source registry lookup. Even the potentially overlapping search and answer are explicitly differentiated by whether the agent wants a synthesized answer or raw candidates.

Naming Consistency4/5

The get_* prefix is used consistently for resource-oriented retrieval tools (get_entity, get_related, get_sources, get_topic, get_overview, get_latest), while answer, compare, and search are bare action verbs for query-style operations. This is a coherent convention, though get_latest and get_overview are slightly less noun-like than the other get_* tools.

Tool Count5/5

Nine tools form a well-scoped read-only knowledge-graph API: every major access pattern has a dedicated tool and there is no bloat or redundancy. The count is appropriate for the server's purpose.

Completeness5/5

The tool set covers the full read-only lifecycle: corpus orientation (get_overview), discovery (search, get_latest, get_topic), object inspection (get_entity), comparison (compare), graph traversal (get_related), and source verification (get_sources). Write/admin operations appear out of scope for an agent-reliability retrieval server, so there are no meaningful gaps.

Available Tools

9 tools
answerAnswer a question about Agent ReliabilityA
Read-onlyIdempotent
Inspect

Answer a question from the corpus, or refuse. Returns only the claims that bear on the question, each with the sources it cites and its editorial confidence. When the corpus cannot answer, answered is false and abstention_reason plus missing_topics say what was not covered — a refusal is a real result here, not an error. Use this when the user asked a question in words; use search when you want to see the candidates yourself.

Inputs: question (required). Returns: claims, entity, margin, answered, +9 more

compareCompare Agent Reliability objects side by sideA
Read-onlyIdempotent
Inspect

Two to six knowledge objects side by side: their cards, every indexed attribute as a matrix (the same fields api/index.json publishes, null where an object does not say), the tags they share, the relations that run between them, the neighbours they have in common, and each one's claims with sources and confidence. Use this when the question is 'X vs Y', 'is X the same as Y' or 'how does X differ from Y' — search or get_topic first if you only have names, then pass the ids. An unknown id lands in missing with a near-miss suggestion and the rest are still compared.

Inputs: ids (required). Returns: found, claims, facets, missing, +5 more

get_entityGet one Agent Reliability knowledge objectA
Read-onlyIdempotent
Inspect

Fetch one knowledge object by id, with its claims and the sources each claim cites. Use this once search, answer or get_topic has given you an id. An unknown id is not a dead end: the answer names near-miss ids you can retry with.

Inputs: id (required). Returns: found, entity, recovery

get_latestLatest verified Agent Reliability objectsA
Read-onlyIdempotent
Inspect

Most recently verified knowledge objects (freshness signal). Use this to judge how current the corpus is, or to see what changed since you last read it. It ranks by verification date and ignores your topic entirely — use search or get_topic when you want objects that are relevant rather than recent.

Inputs: limit. Returns: total, results

get_overviewOverview of Agent ReliabilityA
Read-onlyIdempotent
Inspect

Corpus overview: what this instance knows, counts by type, published tags, freshness. Use this first when you land here and do not yet know whether this corpus can answer your question.

Inputs: no named parameters. Returns: tags, by_type, instance, description, +4 more

get_sourcesSources behind Agent ReliabilityA
Read-onlyIdempotent
Inspect

The instance's source registry — each entry with its evidence tier, reliability and access date. PAGED: 25 entries by default, 200 at most, and a response budget of about 64 KB per call — a page over budget comes back shorter WITH a next_cursor, never truncated. Read next_cursor and call again to continue; its absence means you have the last page. Filter by object_id, tier, host or accessed_since to avoid paging through a registry you do not need. Use this when you need the registry entry behind a citation, or a sample of the whole registry to judge the corpus before trusting it; get_entity already tells you which sources a claim cites.

Inputs: host, tier, limit, cursor, +2 more. Returns: found, total, sources, recovery, +2 more

get_topicBrowse Agent Reliability by topicA
Read-onlyIdempotent
Inspect

List the knowledge objects carrying a tag (topics are content-backed tags). PAGED: 25 objects by default, 200 at most, and a response budget of about 64 KB per call — a page over budget comes back shorter WITH a next_cursor, never truncated. Read next_cursor and call again to continue, and its absence means you have the last page. Use this to browse a known topic; use search when you have a question rather than a tag, and get_overview to see which tags exist. An unknown tag comes back with the topics that do exist, so a miss still moves you forward.

Inputs: tag (required), limit, cursor. Returns: tag, total, results, recovery, +2 more

Tool Schema Changelog

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