Uptime (30d)%100.0

Latency (p50)199 msfaster than 72% of servers

Protocol eralegacy

Tools7

Indic Normalize

https://indic-normalize-mcp.atlasword.workers.dev/mcp ↗

Indic Normalize is a remote MCP server published at indic-normalize-mcp.atlasword.workers.dev. It has been probed 32 times since 9/4/2026. It answered in 32 of them (100.0%), a near-uninterrupted record. Median response time is 199 ms, placing it among the faster endpoints. It offers a narrow, focused set of 7 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.

Indic transliteration plus Indian name, address, PIN, PAN, GSTIN normalization.

LegacyLegacy ⚠Version: 0.1.0First probe: 2026-09-04 15:47:51Last probe: 2026-09-07 00:27:42

Agent readability score

Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.

Agent readability score

Clear tool names but ambiguous parameters and overlapping PIN/state tools.based on measured tool list

Strengths

Explicit script detection
PIN validation clarity
Entity type PAN parsing

Weaknesses

Parameter schema ambiguity
PIN-to-locality/address overlap
State extraction from PAN/GSTIN duplication

pincode_to_locality — Confuses PIN decoding with address parsing
state_from_pan — Duplicates GSTIN state extraction functionality

Verdict

Tool overlap risks confusion. Parameter schema clarity needed. State extraction tools should be distinct. PIN validation overlaps with address parsing.

9/7/2026, 12:50:08 AM

Event narrative

Raw observations

Run	Era	Modern	ms	Legacy	ms	Versions
2026-09-07 00:27:42	Legacy	200	202	200	204	2025-06-18
2026-09-06 22:36:06	Unknown	500	205	500	194	—
2026-09-06 20:44:13	Unknown	500	225	500	225	—
2026-09-06 18:49:47	Unknown	500	193	500	232	—
2026-09-06 16:56:18	Unknown	500	184	500	186	—
2026-09-06 15:42:25	Unknown	500	213	500	210	—
2026-09-06 13:49:02	Unknown	500	179	500	197	—
2026-09-06 11:55:12	Unknown	500	213	500	213	—
2026-09-06 10:02:05	Unknown	500	165	500	256	—
2026-09-06 08:09:06	Unknown	500	215	500	214	—

Supported versions

2025-06-18

as declared by server/discover + initialize

Capabilities

tools

Schema score

100

7 tools

Schema compliance

tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.

100/100

Excellent7 tools

tools/list schema valid
inputSchema is valid JSON Schema
Smoke test not run this round
Cold-start: cold 85ms → warm 95ms (penalty 0ms)

Era history

Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.

Era distribution

Unknown97%Legacy3%

Legacy07.09 00:27

04.09 15:47Measurements: 3207.09 00:27

LegacyUnknown

Response time history

The two probe legs separately: modern server/discover and legacy initialize.

server/discoverinitialize

Event log

Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.

1 hour agoServer build: — → 0.1.0
1 hour agoSupported versions: — → 2025-06-18
1 hour agoEra changed: Unknown → Legacy
2 days agoAdded to watch — era: Unknown

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Markdown

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Raw observations

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