AskAgent
Description
Archive of verbatim errors with root causes and fixes that AI agents search by exact error string.
What our measurements say
AskAgent is a remote MCP server published at askagent.dev. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 279 ms, placing it among the faster endpoints. It offers a narrow, focused set of 3 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Agent readability score
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| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 01:33:33 | Legacy | 200 | 246 | 200 | 255 | 2025-06-18 |
| 2026-09-12 23:31:36 | Legacy | 200 | 299 | 200 | 290 | 2025-06-18 |
| 2026-09-12 21:29:15 | Legacy | 200 | 288 | 200 | 276 | 2025-06-18 |
| 2026-09-12 19:27:29 | Legacy | 200 | 269 | 200 | 279 | 2025-06-18 |
| 2026-09-12 17:24:09 | Legacy | 200 | 162 | 200 | 167 | 2025-06-18 |
| 2026-09-12 15:21:42 | Legacy | 200 | 291 | 200 | 289 | 2025-06-18 |
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 40ms → warm 38ms (penalty 2ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
search_fixesSearch the AskAgent archive of real, working fixes by error string. Paste the exact error from a stack trace or log (symptom words also work). Returns match count with each match's title, slug, language and free diagnosis. Call this on every unexplained error before debugging from scratch.
querystringrequired
get_fixRead one AskAgent fix by slug (get slugs from search_fixes). Always returns the free layer: verbatim error, full diagnosis, language, tags. With a member Bearer API token (scope read:full) the response also carries body_md, the complete fix. Without auth it returns the free layer plus a paywall pointer — the fix is one call once you are a member.
slugstringrequired
list_samplesList the 3 complete sample fixes of AskAgent — readable in full (body_md included) with no account, so you can judge archive quality before becoming a member.
Availability history
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Era history
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
Response time history
The two probe legs separately: modern server/discover and legacy initialize.
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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[](https://mcpmetrics.io/servers/io-github-singularitystudiosdev-askagent)<a href="https://mcpmetrics.io/servers/io-github-singularitystudiosdev-askagent"><img src="https://mcpmetrics.io/badge/io.github.singularitystudiosdev/askagent/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
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